{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可以选择不同行的版本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1,0,\n",
      "31/58:PMOS2"
     ]
    }
   ],
   "source": [
    "PROBER = \"TCPIP0::192.168.0.2::800::SOCKET\"\n",
    "SMU = \"GPIB0::17::INSTR\"\n",
    "SWITCH = \"GPIB0::22::INSTR\"\n",
    "\n",
    "import pyvisa\n",
    "rm = pyvisa.ResourceManager()\n",
    "\n",
    "linkCheck = True\n",
    "try:\n",
    "    prober = rm.open_resource(PROBER)\n",
    "    prober.read_termination = '\\r\\n'\n",
    "    print(prober.query(\"*IDN?\"))\n",
    "except Exception as e:\n",
    "    print(\"MPI Prober Station Link Error!\")\n",
    "    print(e)\n",
    "    prober = None\n",
    "    linkCheck =  False\n",
    "\n",
    "try:\n",
    "    B1500a = rm.open_resource(SMU)\n",
    "    B1500a.query(\"*IDN?\")\n",
    "except Exception as e:\n",
    "    print(f\"B1500 SMU Link Error!\")\n",
    "    linkCheck =  False\n",
    "    B1500a = None\n",
    "try:\n",
    "    B2201 = rm.open_resource(SWITCH)\n",
    "    B2201.query(\"*IDN?\")\n",
    "except Exception as e:\n",
    "    print(\"B2201 Switching Matrix Link Error!\")\n",
    "    linkCheck =  False\n",
    "    B2201 = None\n",
    "\n",
    "def contact(prober=prober):\n",
    "    prober.write(\"move_chuck_contact\")\n",
    "def sep(prober=prober):\n",
    "    prober.write(\"move_chuck_separation\")\n",
    "def nextdie(prober=prober):\n",
    "    prober.write(\"map:step_next_die\")\n",
    "def subdie(prober,x,y,xoffset=0,yoffset=0):\n",
    "    #prober.write(f'map:step_specify_die {x},{y},{xoffset},{yoffset}')\n",
    "    prober.write(f'map:step_specify_die {x},{y},0,0')\n",
    "    import time\n",
    "    time.sleep(0.2)\n",
    "    #prober.write(f'move_chuck_xy Relative,{xoffset},{yoffset}')\n",
    "\n",
    "def matrix(stat = 4,b2200=B2201):\n",
    "    import B2200\n",
    "    import time\n",
    "    #1,1234-1234\n",
    "    #2,1234-5678\n",
    "    #3,1234-9-12\n",
    "    #4,openall\n",
    "    B2200.Load_Path(B2201,stat)\n",
    "\n",
    "def transCurve(DeviceType = 'P', B1500a=B1500a):\n",
    "    if DeviceType == 'P':\n",
    "        startV, endV, Vds, chnSource = -2, 0.5, -2, '1'\n",
    "    elif DeviceType == 'N':\n",
    "        startV, endV, Vds, chnSource = -0.5, 2, 2, '4'\n",
    "    B1500a.write('*RST')\n",
    "    B1500a.write('CN')\n",
    "\n",
    "    #--------------------IV_Sweep函数测试参数示例（双变量扫描）------------------#\n",
    "    Unit1='3'                     #扫描变量1对应的物理端口为4\n",
    "    VName1='VGate'                   #扫描变量1的名字为VD，注意电压模式的端口命名为V....,电流模式端口命名为I...\n",
    "    Direction1='Single Linear'    #扫描变量1的方向为Double，并且加电压模式为Linear（更多模式见34）\n",
    "    Start1=startV                   #扫描变量1的起始电压为-3 V\n",
    "    end1=endV                     #扫描变量1的终止电压为3 V\n",
    "    nop1=101                      #扫描变量1的点数目为201（Double的话，实际数据点为201*2）\n",
    "    Comp1=1e-2                  #扫描变量1的限流值\n",
    "    range1='Auto'         #扫描变量1的测量Range\n",
    "\n",
    "    VAR_setup=[Unit1,VName1,Direction1,Start1,end1,nop1,Comp1,range1] #打包扫描变量，如果单变量扫描，不用第二行\n",
    "\n",
    "    Measurement_setup = []\n",
    "\n",
    "    Unit='2'                    #测量变量1的物理端口为\n",
    "    VName='VDrain'                  #测量变量1的名称，注意测电流是固定电压名称为V...，测电压是固定电流，名称是I...\n",
    "    VorI=Vds                 #测量变量1的固定电压为0 V\n",
    "    Comp=0.1                 #测量变量1的限流值\n",
    "    range='Auto'                #测量变量1的Range\n",
    "    Measurement_setup  += [Unit,VName,VorI,Comp,range] #打包测量变量，有几个打包几个\n",
    "\n",
    "    Unit=chnSource                   #测量变量1的物理端口为\n",
    "    VName='VSource'                  #测量变量1的名称，注意测电流是固定电压名称为V...，测电压是固定电流，名称是I...\n",
    "    VorI=0                 #测量变量1的固定电压为0 V\n",
    "    Comp=0.1                  #测量变量1的限流值\n",
    "    range='Auto'                #测量变量1的Range\n",
    "    Measurement_setup  += [Unit,VName,VorI,Comp,range] #打包测量变量，有几个打包几个\n",
    "\n",
    "\n",
    "    #print(Measurement_setup)\n",
    "    B1500a.timeout = 60000\n",
    "    B1500a.write('*RST')\n",
    "    B1500a.write('CN 1,2,3,4')\n",
    "    import B1500\n",
    "    res = B1500.IV_sweept(B1500a,VAR_setup,Measurement_setup,ADC='AIT 1,1,125')\n",
    "\n",
    "    import pandas\n",
    "    df = pandas.DataFrame(res[1:],columns=['GateV','GateI','DrainV','DrainI','SourceV','SourceI'],dtype=float)\n",
    "    return df\n",
    "\n",
    "#jupyter选择弹窗模式\n",
    "%matplotlib qt\n",
    "\n",
    "def autoTest(line=0):\n",
    "    if not linkCheck:\n",
    "        return \n",
    "    import pandas as pd \n",
    "    from datetime import datetime\n",
    "    tStamp = datetime.strftime(datetime.now(),\"%Y%m%d_%H%M%S\")+f\"LINE{line}\" if line else \"\"\n",
    "    import os\n",
    "    os.mkdir(f'autoData/{tStamp}')\n",
    "\n",
    "    xlsFiles = {}\n",
    "    for position in [1,2,3]:\n",
    "        for dType in ['P','N']:\n",
    "            fn = f'{dType}MOS{str(position)}'\n",
    "            xlsFiles[fn] = pd.ExcelWriter(f'autoData/{tStamp}/{fn}.xlsx')\n",
    "\n",
    "\n",
    "\n",
    "    import matplotlib.pyplot as plt\n",
    "    import numpy as np\n",
    "    import time\n",
    "\n",
    "    plt.style.use('default')\n",
    "    plt.ion() #开启interactive mode 成功的关键函数\n",
    "    plt.cla()\n",
    "    plt.xlabel('GateV (V)')\n",
    "    plt.ylabel('SourceI (A)')\n",
    "    plt.yscale('log')\n",
    "    plt.title('StarAutoProbe')\n",
    "\n",
    "    import time\n",
    "    for i in range(58):\n",
    "        nextdie()\n",
    "        if line==2:\n",
    "            prober.write(f'move_chuck_xy Relative,0,0.342')\n",
    "        elif line==3:\n",
    "            prober.write(f'move_chuck_xy Relative,0,0.684')\n",
    "        time.sleep(0.3)\n",
    "        contact()\n",
    "        time.sleep(0.3)\n",
    "        for position in [1,2,3]:\n",
    "            matrix(position)\n",
    "            time.sleep(0.2)\n",
    "            for dType in ['P','N']:\n",
    "                fn = f'{dType}MOS{str(position)}'\n",
    "                print('\\r'+str(i+1)+f'/58:{fn}',end='')\n",
    "                df = transCurve(dType,B1500a)\n",
    "                plt.title(\"StarAutoProbe: \"+str(i+1)+f'/58:{fn}')\n",
    "                plt.plot(df['GateV'],np.abs(df['SourceI']))\n",
    "                plt.pause(0.1)\n",
    "                df.to_excel(xlsFiles[fn],index=False,sheet_name=f\"Run{i}\")\n",
    "            matrix(4)\n",
    "        print('\\r'+str(i+1)+'/58',end='')\n",
    "        if i !=57:\n",
    "            sep()\n",
    "    plt.title('StarAutoProbe: Complete!')\n",
    "    plt.pause(0.1)\n",
    "\n",
    "    for position in [1,2,3]:\n",
    "        for dType in ['P','N']:\n",
    "            fn = f'{dType}MOS{str(position)}'\n",
    "            xlsFiles[fn].close()\n",
    "autoTest(2)\n",
    "\n",
    "if prober:\n",
    "    prober.close()\n",
    "if B1500a:\n",
    "    B1500a.close()\n",
    "if B2201:\n",
    "    B2201.close()\n",
    "rm.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一次测三行的版本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1,0,\n",
      "58/58:NMOS-LINE3-3"
     ]
    }
   ],
   "source": [
    "PROBER = \"TCPIP0::192.168.0.2::800::SOCKET\"\n",
    "SMU = \"GPIB0::17::INSTR\"\n",
    "SWITCH = \"GPIB0::22::INSTR\"\n",
    "\n",
    "import pyvisa\n",
    "rm = pyvisa.ResourceManager()\n",
    "\n",
    "linkCheck = True\n",
    "try:\n",
    "    prober = rm.open_resource(PROBER)\n",
    "    prober.read_termination = '\\r\\n'\n",
    "    print(prober.query(\"*IDN?\"))\n",
    "except Exception as e:\n",
    "    print(\"MPI Prober Station Link Error!\")\n",
    "    print(e)\n",
    "    prober = None\n",
    "    linkCheck =  False\n",
    "\n",
    "try:\n",
    "    B1500a = rm.open_resource(SMU)\n",
    "    B1500a.query(\"*IDN?\")\n",
    "except Exception as e:\n",
    "    print(f\"B1500 SMU Link Error!\")\n",
    "    linkCheck =  False\n",
    "    B1500a = None\n",
    "try:\n",
    "    B2201 = rm.open_resource(SWITCH)\n",
    "    B2201.query(\"*IDN?\")\n",
    "except Exception as e:\n",
    "    print(\"B2201 Switching Matrix Link Error!\")\n",
    "    linkCheck =  False\n",
    "    B2201 = None\n",
    "\n",
    "def contact(prober=prober):\n",
    "    prober.write(\"move_chuck_contact\")\n",
    "def sep(prober=prober):\n",
    "    prober.write(\"move_chuck_separation\")\n",
    "def nextdie(prober=prober):\n",
    "    prober.write(\"map:step_next_die\")\n",
    "def subdie(prober,x,y,xoffset=0,yoffset=0):\n",
    "    #prober.write(f'map:step_specify_die {x},{y},{xoffset},{yoffset}')\n",
    "    prober.write(f'map:step_specify_die {x},{y},0,0')\n",
    "    import time\n",
    "    time.sleep(0.2)\n",
    "    #prober.write(f'move_chuck_xy Relative,{xoffset},{yoffset}')\n",
    "\n",
    "def matrix(stat = 4,b2200=B2201):\n",
    "    import B2200\n",
    "    import time\n",
    "    #1,1234-1234\n",
    "    #2,1234-5678\n",
    "    #3,1234-9-12\n",
    "    #4,openall\n",
    "    B2200.Load_Path(B2201,stat)\n",
    "\n",
    "def transCurve(DeviceType = 'P', B1500a=B1500a):\n",
    "    if DeviceType == 'P':\n",
    "        startV, endV, Vds, chnSource = -2, 0.5, -2, '1'\n",
    "    elif DeviceType == 'N':\n",
    "        startV, endV, Vds, chnSource = -0.5, 2, 2, '4'\n",
    "    B1500a.write('*RST')\n",
    "    B1500a.write('CN')\n",
    "\n",
    "    #--------------------IV_Sweep函数测试参数示例（双变量扫描）------------------#\n",
    "    Unit1='3'                     #扫描变量1对应的物理端口为4\n",
    "    VName1='VGate'                   #扫描变量1的名字为VD，注意电压模式的端口命名为V....,电流模式端口命名为I...\n",
    "    Direction1='Single Linear'    #扫描变量1的方向为Double，并且加电压模式为Linear（更多模式见34）\n",
    "    Start1=startV                   #扫描变量1的起始电压为-3 V\n",
    "    end1=endV                     #扫描变量1的终止电压为3 V\n",
    "    nop1=101                      #扫描变量1的点数目为201（Double的话，实际数据点为201*2）\n",
    "    Comp1=1e-2                  #扫描变量1的限流值\n",
    "    range1='Auto'         #扫描变量1的测量Range\n",
    "\n",
    "    VAR_setup=[Unit1,VName1,Direction1,Start1,end1,nop1,Comp1,range1] #打包扫描变量，如果单变量扫描，不用第二行\n",
    "\n",
    "    Measurement_setup = []\n",
    "\n",
    "    Unit='2'                    #测量变量1的物理端口为\n",
    "    VName='VDrain'                  #测量变量1的名称，注意测电流是固定电压名称为V...，测电压是固定电流，名称是I...\n",
    "    VorI=Vds                 #测量变量1的固定电压为0 V\n",
    "    Comp=0.1                 #测量变量1的限流值\n",
    "    range='Auto'                #测量变量1的Range\n",
    "    Measurement_setup  += [Unit,VName,VorI,Comp,range] #打包测量变量，有几个打包几个\n",
    "\n",
    "    Unit=chnSource                   #测量变量1的物理端口为\n",
    "    VName='VSource'                  #测量变量1的名称，注意测电流是固定电压名称为V...，测电压是固定电流，名称是I...\n",
    "    VorI=0                 #测量变量1的固定电压为0 V\n",
    "    Comp=0.1                  #测量变量1的限流值\n",
    "    range='Auto'                #测量变量1的Range\n",
    "    Measurement_setup  += [Unit,VName,VorI,Comp,range] #打包测量变量，有几个打包几个\n",
    "\n",
    "\n",
    "    #print(Measurement_setup)\n",
    "    B1500a.timeout = 60000\n",
    "    B1500a.write('*RST')\n",
    "    B1500a.write('CN 1,2,3,4')\n",
    "    import B1500\n",
    "    res = B1500.IV_sweept(B1500a,VAR_setup,Measurement_setup,ADC='AIT 1,2,1')\n",
    "\n",
    "    import pandas\n",
    "    df = pandas.DataFrame(res[1:],columns=['GateV','GateI','DrainV','DrainI','SourceV','SourceI'],dtype=float)\n",
    "    return df\n",
    "\n",
    "#jupyter选择弹窗模式\n",
    "%matplotlib qt\n",
    "\n",
    "xlsFiles = {}\n",
    "def autoTest():\n",
    "    if not linkCheck:\n",
    "        return \n",
    "    import pandas as pd \n",
    "    from datetime import datetime\n",
    "    tStamp = datetime.strftime(datetime.now(),\"%Y%m%d_%H%M%S\")\n",
    "    import os\n",
    "    os.mkdir(f'autoData/{tStamp}')\n",
    "    global xlsFiles\n",
    "    xlsFiles = {}\n",
    "    for line in [1,2,3]:\n",
    "        for position in [1,2,3]:\n",
    "            for dType in ['P','N']:\n",
    "                fn = f'{dType}MOS-LINE{line}-{str(position)}'\n",
    "                xlsFiles[fn] = pd.ExcelWriter(f'autoData/{tStamp}/{fn}.xlsx')\n",
    "\n",
    "\n",
    "\n",
    "    import matplotlib.pyplot as plt\n",
    "    import numpy as np\n",
    "    import time\n",
    "\n",
    "    plt.style.use('default')\n",
    "    plt.ion() #开启interactive mode 成功的关键函数\n",
    "    plt.cla()\n",
    "    plt.xlabel('GateV (V)')\n",
    "    plt.ylabel('SourceI (A)')\n",
    "    plt.yscale('log')\n",
    "    plt.title('StarAutoProbe')\n",
    "\n",
    "    import time\n",
    "    for i in range(58):\n",
    "        nextdie()\n",
    "        for line in [1,2,3]:\n",
    "            if line!=1:\n",
    "                prober.write(f'move_chuck_xy Relative,0,0.342')\n",
    "            time.sleep(0.3)\n",
    "            contact()\n",
    "            time.sleep(0.3)\n",
    "            for position in [1,2,3]:\n",
    "                matrix(position)\n",
    "                time.sleep(0.2)\n",
    "                for dType in ['P','N']:\n",
    "                    fn = f'{dType}MOS-LINE{line}-{str(position)}'\n",
    "                    print('\\r'+str(i+1)+f'/58:{fn}',end='')\n",
    "                    try:\n",
    "                        df = transCurve(dType,B1500a)\n",
    "                        plt.title(\"StarAutoProbe: \"+str(i+1)+f'/58:{fn}')\n",
    "                        plt.plot(df['GateV'],np.abs(df['SourceI']))\n",
    "                        plt.pause(0.1)\n",
    "                        df.to_excel(xlsFiles[fn],index=False,sheet_name=f\"Run{i}\")\n",
    "                    except:\n",
    "                        print(\"\\r\"+str(i+1)+f'/58:{fn}'+\"error, skipped!\")\n",
    "                        try:\n",
    "                            for line in [1,2,3]:\n",
    "                                for position in [1,2,3]:\n",
    "                                    for dType in ['P','N']:\n",
    "                                        fn = f'{dType}MOS-LINE{line}-{str(position)}'\n",
    "                                        xlsFiles[fn].save()\n",
    "                            print(\"Data saved.\")\n",
    "                        except:\n",
    "                            pass\n",
    "                matrix(4)\n",
    "            print('\\r'+str(i+1)+'/58',end='')\n",
    "            if not (i == 57 and line == 3):\n",
    "                sep()\n",
    "    plt.title('StarAutoProbe: Complete!')\n",
    "    plt.pause(0.1)\n",
    "\n",
    "    for line in [1,2,3]:\n",
    "        for position in [1,2,3]:\n",
    "            for dType in ['P','N']:\n",
    "                fn = f'{dType}MOS-LINE{line}-{str(position)}'\n",
    "                xlsFiles[fn].close()\n",
    "autoTest()\n",
    "\n",
    "if prober:\n",
    "    prober.close()\n",
    "if B1500a:\n",
    "    B1500a.close()\n",
    "if B2201:\n",
    "    B2201.close()\n",
    "rm.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'xlsFiles' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[1], line 5\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m dType \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mP\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[0;32m      4\u001b[0m     fn \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdType\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124mMOS-LINE\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mline\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m-\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mstr\u001b[39m(position)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 5\u001b[0m     \u001b[43mxlsFiles\u001b[49m[fn]\u001b[38;5;241m.\u001b[39mclose()\n",
      "\u001b[1;31mNameError\u001b[0m: name 'xlsFiles' is not defined"
     ]
    }
   ],
   "source": [
    "for line in [1,2,3]:\n",
    "    for position in [1,2,3]:\n",
    "        for dType in ['P','N']:\n",
    "            fn = f'{dType}MOS-LINE{line}-{str(position)}'\n",
    "            xlsFiles[fn].close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据处理与图像生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\admin\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\scipy\\optimize\\_minpack_py.py:1010: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "currentType = ['DrainI',\"SourceI\"][1]\n",
    "import os\n",
    "import pandas as pd\n",
    "import gTdev\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython.display import display\n",
    "%matplotlib inline\n",
    "plt.style.use('default')\n",
    "import numpy as np \n",
    "\n",
    "isFilterFalseDevice = True\n",
    "\n",
    "PMOS = gTdev.gtfile(\n",
    "    location = os.path.join(\"autoData\",os.listdir('autoData')[-1]),\n",
    "    key='PMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "NMOS = gTdev.gtfile(\n",
    "    location = os.path.join(\"autoData\",os.listdir('autoData')[-1]),\n",
    "    key='NMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "\n",
    "def extractPara(AllCurves,dType):\n",
    "    dataOut = []\n",
    "    count = [0 for i in range(58)]\n",
    "    for curve in AllCurves:\n",
    "        if isFilterFalseDevice and np.mean(curve.info['Z'])>1e-7:\n",
    "            continue\n",
    "        a = gTdev.transcurve(Id=curve.y,Vgs=curve.x)\n",
    "        if isFilterFalseDevice and a.Ion.num<1e-6 or a.Ion.num>0.001:\n",
    "            continue\n",
    "        p,_ = curve.name.split('@')\n",
    "        p = int(p[3:])\n",
    "        count[p]+=1\n",
    "        c = count[p]\n",
    "        name = f\"{dType}-Vgs-4-{58}-2-initial-{p+1}-D{p+1}{'A'+str(c) if c!=1 else ''}\"\n",
    "        \n",
    "        try:\n",
    "            tc = gTdev.transcurve(curve.x,curve.y)\n",
    "            \n",
    "            dataOut.append([\n",
    "                tc.Ion.num,\n",
    "                tc.Ioff.num,\n",
    "                tc.OOR.num,\n",
    "                tc.getVth(mod=0).num,\n",
    "                tc.getVth(mod=1).num,\n",
    "                tc.getVth(mod=2).num,\n",
    "                tc.Gm.num,\n",
    "                tc.SS.num,\n",
    "                name\n",
    "            ])     \n",
    "        except:\n",
    "            pass\n",
    "    dataOut.sort(key=lambda x:int(x[8].split('-')[6]))\n",
    "    return pd.DataFrame(dataOut,columns=[\n",
    "        'Ion','Ioff','OOR','Vth(lin.5)','Vth(lin)','Vth(maxTrans)','Gm','SS','name'\n",
    "        ])\n",
    "\n",
    "extractPara(PMOS,'P').to_csv('./extract/autoPMOS.csv')\n",
    "extractPara(NMOS,'N').to_csv('./extract/autoNMOS.csv')\n",
    "\n",
    "from matplotlib import pyplot as plt \n",
    "for devt in [PMOS,NMOS]:\n",
    "\n",
    "    for c in devt:\n",
    "        curve = c\n",
    "        if isFilterFalseDevice and np.mean(curve.info['Z'])>1e-7:\n",
    "            continue\n",
    "        a = gTdev.transcurve(Id=curve.y,Vgs=curve.x)\n",
    "        if isFilterFalseDevice and a.Ion.num<1e-6 or a.Ion.num>0.001:\n",
    "            continue\n",
    "        plt.plot(c.x,c.y)\n",
    "plt.xlabel('GateV')\n",
    "plt.ylabel('SourceI')\n",
    "plt.title('Auto Test')\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Ioff, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(lin), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(maxTrans), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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9+umnuvnmmzV//nwtWrRIt99+uyQlvOB05I05P/zwQ43XhKxL7KxjxJNPPqkpU6aoW7dueuyxx/Tqq69q0aJFOvbYYxPWUZ9xu+KKK7RmzRrddtttSk1N1Y033qiDDz5Yn3zySbX75eXlxV0KCbAVARDWe/755zV58mTdfffdGjt2rI477jgdddRR1S7oG5l5qLq86qydVHNYzM3N1erVq6stj5yCS3S6dnekpaVp5MiRWrJkiY477rgan+gOPPBAHXjggZo3b16NYePxxx+XJJ188sl1bjdyevDHH3+ssU23bt0UDoerneZO5IgjjtCtt96qjz/+WE899ZS+/PJL/e///m90/dFHH6327dvr2Wef1c8//6w333yzXqd/7777bi1atCj6VZ9Phhg0aJC6deump59+Wp9++qm+/PLLhLN/DTGr1KNHD0nV3+W9t5YsWaJt27Zp9uzZuvzyy3XyySdr2LBhcadWY82YMUOLFi3SrbfeqrKyMl1wwQUNVsvzzz+vrl27au7cuZo0aZKGDx+uYcOG1Tp7XB/dunXTH//4Ry1cuFBffPGFysrKdPfdd8e1+f7771VWVhb9BwiwGQEQ1vN6vXGzCZL0wAMPVJvZi7x+6+23344u27Vrl+bMmVOtz4yMjISfCHHiiSfqo48+0gcffBDXxyOPPKL999+/1tOj9XXVVVdp6tSpdZ62u+mmm7Rjxw5deOGF1fZ1+fLluv3229W7d2+NGTNGklRUVBRXd6zITFzs6e2vv/5amzZtit4eOXKkPB6Pbr755mozPZHx37FjR7XfRWSmLfY0sMfj0dixYzV//nw98cQTKi8vr1cAPOSQQzRs2LDoV33H+8wzz9Qnn3yiqVOnynGchKfWMzIyJFX/B2F3/OY3v5FUcSmchhSZRYsd27KyMj300EPV2q5fv15XX321xowZo+uuu0533XWXXn755eg/BI1Ry9KlS2s8tupSVFRULTx269ZNWVlZcceMVHFcS9LgwYP3aFvAvoTLwMB6J598sp544gk1a9ZMPXv21AcffKDXX3+92qVWjj/+eHXu3Fnnnnuurr76anm9Xs2cOVOtW7eOCzpSRdB4+OGHdcstt6h79+5q06aNjj32WF177bV65pln9Lvf/U6XXXaZWrZsqTlz5mj9+vV64YUXGuSjv/r161fnqVCpItQsW7ZM9913n1atWqUzzzxTLVq0iH4SSE5Ojp5//vnopTaKioo0ePBgHXHEETrhhBPUqVMn5eXlad68eXrnnXc0cuTIuEtrHHzwwRo6dGj001C6d++u66+/XtOnT9eQIUM0evRoBQIBLVu2TB06dNBtt92mOXPm6KGHHtKoUaPUrVs3FRQU6NFHH1V2drZOPPHEuPpPP/10PfDAA5o6dar69OnTqLM6EydO1M0336yXXnpJRx55ZMKPOYtcYuT666/X+PHjlZKSolNOOSUaDOuja9eu6t27t15//fXotQ8bwuDBg9WiRQtNnjxZl112mRzH0RNPPFEtbBtjdM455ygtLU0PP/ywJOmCCy7QCy+8oMsvv1zDhg1Thw4d9qqWk08+WXPnztWoUaN00kknaf369ZoxY4Z69uwZd5q/vtasWaPf/va3GjdunHr27Cmfz6cXX3xRW7ZsqXZJoEWLFqlz585cAgaQuAwMsGPHDnP22WebVq1amczMTDN8+HDz9ddfm9zc3GqfbrB8+XIzaNAg4/f7TefOnc3f//73hJeB2bx5sznppJNMVlaWkRR3SZh169aZsWPHmubNm5vU1FRz+OGHm1deeSVuOzV9EkgiqsenTFS9DEysefPmmeOOO860aNHCBAIB0717d/PHP/6xWttgMGgeffRRM3LkSJObm2sCgYBJT083AwYMMHfeeWe1S3tU3e+ImTNnmgEDBphAIGBatGhhhg4dahYtWmSMMWbFihVmwoQJpnPnziYQCJg2bdqYk08+2Xz88cfV+gmHw6ZTp05GkrnlllvqGqa9dthhhxlJ5qGHHqqxzfTp081+++1nPB5P3DFR0+8o0TH297//3WRmZsZdtqWm42Hx4sVGkvn3v/8dtzxyTMZeuuW9994zRxxxhElLSzMdOnQwf/rTn6KX1Fm8eLExxpj77ruv2mWGjDFm06ZNJjs725x44okJ97umy8AkOn7D4bD561//Gj2GBgwYYF555RUzefJkk5ubW68+JJmpU6caY0z0UjU9evQwGRkZplmzZmbQoEHmueeei7tPKBQy7du3NzfccEPCfQBsw2cBA4CL7Ny5U127dtUdd9yhc889N9nl7DMi74pft26d2rdvn+xygKQjAAKAy9x+++2aNWuWVq1a1SAvC0DF6yuHDBmiO+64I9mlAK5AAAQAALAM/1oCAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFjGl+wCANTPjoKwCotNsstIKDPNUYus+P8nt+0MqbAonKSKapeZ7lFOM2/0dlGpUVl5Eguqhd8npQecuGV5hUa7Stx5LGSkOmqeWVlvKFimcMidg+vx+uRN8Se7DCApCIBAE7CjIKy/Plmk8lCyK0nM55Wum5geDYHbdoZ0/T+2K+jSelO80q0Xt1ROM6+KSo3e/CKssDvzlDyOdGxvTzQE5hUa/f35MlcfC1eO9at5pqNQsExbv/1KMi4dXMdRm64HEwJhJU4BA01AYbFx7RO+JJWHFDc7WVgUdm34k6RgSNHZybJyuTb8SRW1xc5O7ipx/7EQmZ0Mh8rdG/4kyRjXzk4CjY0ACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCINAEZKY58nmTXUXNfN6KGiMy0z1KcXG9Kd6KGiXJ75M8Th13SCKPU1FjREaq+4+FjNSKAfV4fZLj4sF1nIoaAQs5xhiT7CIA1G1HQViFxe58uGamOWqRFf//5LadIRUWhZNUUe0y0z3KaVaZoopKjcrKk1hQLfw+KT0QH6LyCo12lbjzWMhIddQ8s7LeULBM4ZA7B9fj9cmb4k92GUBSEAABAAAsw9w3rFZQLJWUJbuKxFL9UlZa5e2yYEjlIXf+v+bzOvJXOedbUhZWMJSkguqQ4pVS/ZUzlvlFRsUuPQ7S/FJ2evwMYEmZUZlLjwW/11Gqv7LepjRbKUmFJVJpMEkF1SGQImWmJrsK7CsIgLBWQbH0zDtSyJ1nKeX1SBOGVITAsmBIqzbukFvn6x1H6pnbIhoCS8rCWrqmVGGX1utxpEEHBpTq9yi/yGjm6+4+Ds4ZZqIhsKTM6AOXj+1vDgwo1e8or9Do78+Xqdyl/wj4vNKVY/3REFhYIs1bJoVdeix4PNLIwwiBaBi8CQTWKilz75O+VFFbZHayPGRcG/4kyRjFzU4GQ3JtQJEqaovMThY3geMgdnayLGRcP7aR2cldJca14U+SykOKm50sDbo3/EkVtbl1dhJNDwEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAYa1Uv+R18SPA66moUZJ8XkeOk9x6auM4FTVGpHglj4vr9TgVNUpSWhM4DtL8lbf9Xsf1Y+v/5VjISHXk8ya5oFr4vBU1RgRSJI+LjwWPp6JGoCE4xhiT7CKAZCkolkrKkl1FYql+KSut8nZZMKTykDsfrj6vI39K/DN9SVlYwVCSCqpDildK9Vc+0+cXGRW79DhI80vZ6fGJr6TMqMylx4Lf6yjVX1lvXqHRrhJ31pqR6qh5ZvzYFpZIpcEkFVSHQIqUmZrsKrCvIAACAABYxpfsArBv2VVqVObS/579KVJGoOpMStOZpWpqM4B5hUZFpe6sNz0QP/NTMbbhJFZUM5/XU21sd+4yKipNUkF1SA9IzTIqx7Y8GFQ4VJ7Eimrm8frkS4k/p9qU/iYAe4MAiAazq9ToP58Yhd35nC+PI/1uQGUILCkLa+maUlfXO+jAgFL9HpUFQ/pyQ57cOl/vOFKv/ZtHg0peodH984Iqd+kTqc8rXTYyRc0zHZUFQ/pq43ZXj+3BuS2jY7tzl9E/XgnJpXlVXo908cleNctwVB4M6oeN6+Tmwe2Q2y0aAkvKwlr2TYmr/yYc1j2VEIgGwVGEBlMWlGv/cEoVtcXOTgZD7q83MhNRHjKufQ6VKp7fY2cni0qNa8OfJJWHFJ2dLA+Fm8DYVqa9olK5NvxJFbVFZifDoXL3hj9JMiZudrIp/U0A9hYBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQDQYf4rkcZJdRc08TkWNESle99eb4q342ed15Li4VsepqDEiPeDI501iQXXweStqrPjZ0wTGtvJPdXpA8rr4L7fXU1GjJHm8Prl9cD1eX/RmU/qbAOwtxxhjkl0E9h27So3KgsmuIjF/ipQRiP/rXlIWVjCUpILqkOKVUv2Vz/RlwZDKQ+58uPq8jvxVnpnyCo2KSt1Zb3rAUfPMymOhYmzDSayoZj6vp9rY7txlVFSapILqkB6QmmVUjm15MKhwqDyJFdXM4/XJl5ISt6wp/U0A9gYBEAAAwDK+upsA9VdcZlTmzn/25fdJaf74GcDSYNjVs2qBlMr/9gtLpJKyJBZUi1S/lJkav2x7fli7Stw5thmpjlpmV45tfpFRsUtn1NICUnZ6/HHblGYsC0ukUpeeFQikVD9u84vcPbta9VgA9hQBEA2muMzo7VXlCrvzOV8eRzq6py8aAkuDYX32bYHcOgfuOFLfrlkKpHhUWCI9977k0ud8eT3SuMGVT6bb88OaPqdQ5S49lebzSjdOzlTLbI/yi4weW2hcPbbnHl/5xF8WDGn1xm2uPm4Pys2RP8WrwhLpxY/cfdyOOrzyuM0vMnrkVXcfC+efQAhEw+DFBGgwZeVybfiTKmqLnZ0sDxnXPolKkjGKzk6WlLn3SVSqqC12dnJXiXFt+JOk8pCis5PFpe4f29jZyfJQuAkctxUDWhp0/9jGzk4WNYFjwa2zk2h6CIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgCIBuP3SR4n2VXUzONU1Bjh8zpyXFyv41TUKEmpfsnr4ker11NRY0RGqiOfN3n11MXnrahRktIC7h/btEDlbZ/X0wSO24oBDaS4f2wDKZW305vAsZAeqLsdUB+OMcYkuwjsO4rLjMrKk11FYn6flOaPf+YsDYZVHnLnQ8DndRRIqXw2KiyRSsqSWFAtUv1SZmr8su35Ye0qcefYZqQ6apldObb5RUbFpUksqBZpASk7Pf64LQuGVB4KJ6mi2vm8HvlTKtN/YYlUGkxiQbUIpFQ/bvOLjIpceiykJzgWgD1FAAQAALCMr+4mQP2VlIUVDCW7isRSvFKqP/78TkGxUbFLZ9XS/FJWWuV/+zsKwiosduf/a5lpjlpkxY9tXqFx9Qxg88zKsd1VYlTi0pnrVF/l6eqIYLBcobA7H2hej1cpKZVPLU1tdnXnLnfPADbLYAYQDYMAiAZTUhbWR2tLFXbnc748jnT4AYFoCCwoNnryLcmlZ9Lk9UgThxplpTnaURDWrU8Uqdydz/nyeaXrJ6VHQ2BeodHfny9zdb1XjvWreaajXSVGL30sVx+3px5qoiEwGCzXpu/+K7eevHEcR507dVRKik/5RUaPLTSufoyde3xlCNy5y+gfr4RcXe/FJ3sJgWgQLn65K5qaYMi9T6JSRW2xs5PFZe4Nf1JFbZHZycJi49owJUnlIcXNTu4qcX+9kdnJknL3H7exs5OhcMi14U+SjDHR2cni0ibwGIuZ7StqAvW6dXYSTQ8BEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQDSYFK/kcZJdRc08TkWNEWl+yeviR4DXU1GjJGWmOfJ5a2+fTD5vRY0RGanurzcjtaLeVJ/7j9tUX+Vtr8crx3FvwY7jyOup+OWnBZrAYyxQeTu9CdSbHqi7HVAfjjHGJLsI7DtKysIKhpJdRWIpXinVH//XvaDYqLgsSQXVIc0vZcWEqh0FYRUWu/PhmpnmqEVW/NjmFRrtKnFnvRmpjppnVo7trhKjkvIkFlSLVF9lWI0IBssVCrvzgeb1eJWSUplY84uMikuTWFAt0gJSdnr82O7cZVTk0nrTA1KzDPeGfzQtBEAAAADL+OpuAtSfKcqXKS1OdhkJOYE0OenZccvyCo2KSt35P1B6IH6WqrBEKgkmsaBapKZImanxy8qDQYXC4eQUVAevxyNfSkr0dlOaCZYiM4DuHdvYGcCKswLufIyleJ1qZwXyi9w9A1h1xhLYUwRANBhTlK/S/8yUXHpqSh6vAr87JxoC8wqN7n0xqHKXluvzSleMSlHzTEeFJdLcpVLInc/58nqk0YMqQ2B5MKjvvvtObj3B4DiOOnXqJF9KigqKjZ5Y4u6xnXSMiYbAYLBcG777QS4dWjmOtH+nDkpJ8amkLKxl3xS7utbDuqdFQ2B+kdEjrxpXHwvnn0AIRMNw8ctd0dSY0mL3hj9JCofiZieLSo1rw58klYcUnZ0sCbo3oEgVtcXOTobCYdeGP0kyxkRn0IrL3D+2sbOTFWObvHrqYoyiYxsMGdfXGjs7WVTq/mPBrbOTaHoIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAIgG4wTSJI832WXUzOOtqPEX6QFHPheX6/NW1ChJqSmS18WPVq+nosbK2x45jpO8gurgOI68nooBTfO7f2zT/LG3PXLx0MpxFB3bFK/j+lpTvJUFpgfcfyykB5JdBfYVjjHGJLsI7DtMUb5MaXGyy0jICaTJSc+OW5ZXaFRU6s6HQHrAUfPMyienwhKpJJjEgmqRmiJlpsYvKw8GFQqHk1NQHbwej3wplYm1oNiouCyJBdUizS9lpcWnqGCw3NVjm5Lii94uKQsrGHLnYyzF6yjVH5/48ouMikqTVFAd0gNSdrqLEzWaFAIgAACAZXx1NwHqb1eJUUl5sqtILNUnZaTG//fclGbVisuMylw6tn6flOaPH9vSYFjBcnf+f5nicxRIqZz5KQ8GFQ65c3A9Xl/cbKUklQVDCoVcOgPo9cifUvnaiuIy4+rjoOpxW1RqVOrOQ0EBX+XLQoC9RQBEg9lVYvTSx1LYnX/r5XGkUw810RBYWCLNXSq59HlUXo80elBFCCwuM3p7Vbmrx/bonr7ok2lpMKzl3xTJrecXHEc6pHu6AikelQeD+mHjOrm52A653aIhsCwY0jebtrq5XHXv3Eb+FK+Ky4ze/7rM1cft4B7+6HFbVGr06qfG1fWe0I8QiIbh4pe7oqkpKXdv+JMqaoudnSwJujf8SRW1RWYny5rA2MbOTgbLjWsDilSR9SKzUuFQuXvDnyQZEzc7GQqF3V5udHYyWO7eMCVVHLexs5OlTeBx5tbZSTQ9BEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEADRYFJ9ksdJdhU18zgVNUakpkheFz8CvJ6KGiXJ3wTG1h8ztik+R46L63WciholyeP1ye3FeryVg+v1etxerry/PLBSfI7rj9vIcSBJgSbwOAv46m4H1IdjjDHJLgL7jl0lRiXlya4isVSflJEa/9e9sEQqCSapoDqkpkiZqZW3i8uMylw6tn6flOaPH9vSYFjBcnf+eUnxOQqkVKb/8mBQ4ZA7B9fj9cmXkhK3rCwYUigUTlJFtfN6PfKneKO3i8uMq4+DqsdtUalRqTsPBQV8UnrAxQkVTQoBEAAAwDJMJsNq4dJimfKyZJeRkOPzyxNIi95uajOAu0rcPZMSOxvclGbUJCmv0Kio1J3/u6cHHDXPrBzb7flhFRa7c2wz0zxqme3i14EAjYgACGuFS4u164t3JOPOJyc5HmX0HiJPIE3FZUaLvwwp7M7nfHkc6X96eaMhcFeJ0fzlcnW9pxxilJHqqCwY0tpNP8mt50IcRzqgc+toCMwrNLp/XlDloSQXVgOfV7psZIqaZzranh/WXx7Ld3WtU8/NJgTCShz1sJYpL3Nv+JMkE47OTpaVuzdMSRW1xc5OljaBeiOzk6FQ2LXhT5KMUdzsZFGpcW2gkqTykKKzk4XFYdfX6tbZSaCxEQABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQ1nJ8fslx8UPA8VTUKMnvkzxOkuuphcepqDEi0ATqDfxSr9frkePiWh2nosaI9IAjnzeJBdXB562oUZIy0zyurzUzzcV/A4BG5BhjTLKLAJIlXFosU16W7DIScnx+eQJp0dvFZUZl5UksqBZ+n5Tmj09Ru0qMSl1ab8AnZaRW1lsWDCkUCiexopp5vR75U+JTVF6hUVGpO/90pwccNc+sHNvt+WEVFrtzbDPTPGqZTQCEnQiAAAAAluFfHwAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwjC/ZBdjiu+++U//DJqhdzo5klwIAwF7L+mqj/r3xK3Xq1CnZpWAPEAAbmTFGBw28Qd9+cZ9y2h8tZZ4qSXI8HjnOL42ciolYx6lYXvGzE/0e+Vkep/q6BMsiHXsi61R5/7h20T5U8zYjy37py+M4khPfPm6Zp3ofTpX2FSVGaop8q9yXynKrt68cMydufeR+npj1MUP2y7ioyjJFeapuO2ZfYpcl7KPqtiKdxtVTeb/Y7UbvF+3PVG7rl/tFx08mZjzi9yG6TonWxd83sh2nar2qXOf5pX1sXVV2JaZPI1Xpv6J+U6VdzDKnyroallXrI1JXgmWOjBTpw8T2EY5vZ2LaG1NtXeU2YpaZ+GWV68KV42HCMavCcduKbifSJrYuIym6PKZGE19vpL1i28f0X61GE44MR0z72Nu/3AjH1hhZFlvnL+3DVfoPV9YYrS0smZifY7dtYvYprh4T377y/pXtjancpklUd3Qbke6r9x/XR6Tf2H0Kx2/LxPRvEq6LryN2nanye49dZkKV7WNrqlb/LzeiuxI7HuHIugQ1xnw3sfetWke4Sj2hyp/Dv3xXeczPofAv6yRTXrHsHXl1cOf9NeOJOTrzzDMr/66jSXBM9AhEQ/vpp590cN+xyt/+ubr1vUo57Y6MrnM8npiw9Evo8zjRAOiJWRdt56lsJ0meuHXV23uqhkmPE3ffqsuigS6mjtj7RtclCIXV63Bi9qFqe1VrH9dHJETE9hXtQwn6V7SvuMAnyRPTPnLf+GBZdVuRNqpeT1x7xfRRNWxWfo9tV7WPxMtMtb4q21UPgJWhs3Kdp0pfjqNooIvdTqL7RtclCoyqUltMmIsPg78E6KqBLkG7aJ8yCQJg4vYJg58kR+HKdjHBLhK6KkNeuJZ1idtX9hcfvCoCYJVwF9tHlcAT216xbUz1fquFxtj24fj2iqkx5lm/clmC9qq2LtGymPbhKv3HhJTKZUYm5ufYdbGhJrb/aFiLhqDYABi5b+X9TJU+TIJ2sX2aRH1UaWdixrR6kErQPi6MVd92bX1EAlXidrW1N9W2lXBdTIir1i6UoN9I+3IjE6z8WZJM0MT8HK7WTpKWhgv1QHiLejppemnrerVq1UpoGngNYCOZP3++9ut0kIyMBgydFRf+AADYFwzyZOof3lwZSQe0bqdXXnkl2SWhnjgF3MDy8/N1QO8J2vbjW+ra+3K13u84psUBAPusZo5P13na601ToPGnnKojnUz9O+87ZWdnJ7s01IIZwAb01ltvqU27g1RavFkDhs5Sm47HE/4AAPs8x3H0W0+2HvDmarOCOrBZjt5+++1kl4VaMAPYAEpKStSt12Rt3viycnucr/b7j4y+rg8AAFu0cVJ0i6ejXjF5On7oMTrRaa6ni35QampqsktDFaSUvbRixQq1bH2w8rd9pn5D/qkOXUYT/gAA1vI4jkZ4Wuheb66+MEU6KK2ZVqxYkeyyUAVJZQ+Vl5crt8e5OuywwWrd4Vj1PfJBpWfmJrssAABcoZPj113ezhriydLgQw7VJG8rlZeXJ7ss/IIAuAdWr16tFq376qfv31Sfwfer04FnyfFwNh0AgFhex9EET45u93bSW+EC9U7J0urVq5NdFkQA3C3hcFhde1+unr36K7tlH/Uf8k9lNj8o2WUBAOBq3Z1U3evtrIOdNPXvcbAu9LZRuOoFx/GrYtqqnr777jv1GThKJbv+q56H3aZmrQYkuyQAAJqMgOPRed7WOjycoXvCm7XUl6WXN37NR8klCTOAdTDG6MAB16tL14MVSGur/kfPJPwBALCH+nrS9Q9vrlrJp4M7768nn3xSfCjZr48AWIuffvpJrTscow2rHtYB/a/TAf3+JF9KRrLLAgCgSUt3vLrC205Xetrp0klTdJQ3Wz///HOyy7IKAbAGL7/8svbryEe5AQDQWKp+lNz8+fOTXZI1CIAJLFq0SKeeeqo6HXiWehxys1ICzZNdEgAA+6TIR8mN9+RoxIgRWrRoUbJLsgIBMIE+ffqoWc5Afb/uWeVv/yzZ5QAAsE/7QsV6Mbxd/Zx09enTJ9nlWIEAmEC7du20fesydeh6mlZ9dI3Wr3pI4VBpsssCAGCfUmbC+lfoJ/0l9L1GelpoRXmB2rVrl+yyrEAArIHH49G3X9yvL7/4RPnbPtPKdy5Q4c41yS4LAIB9wjemRFeENulLU6RPvlqlGaGt8niIJb8WRroOPXr00I6fP1erDv+jz9+7VN+tfVwmzEfZAACwJ0LG6H/D23RN6DsN8WRpVbBQPXr0SHZZ1iEA1oPP59Om1TO1dOm7+un7N/TZ+5eqqHBTsssCAKBJ+a8p09Wh7/RWuEDvfbxMT4Z+ls/HZ1IkAwFwNxx66KHatvUrZbforU/fOV8/rp8rY/goGwAAahM2RvPDO3RFaKN6OmlaXZSnQw45JNllWY0AuJvS0tL0/bfP6Y3X/6Pvv31WXy69WqXFW5NdFgAArvSTCeqm8Pd6MbxD/1n8pl4Mb1daWlqyy7IeAXAPHXPMMdq6eY0CaW30yVtna+t/F/JRNgAA/MIYozfD+boktFGt5dPandt0zDHHJLss/IIAuBeys7O1ZdP/ae4LT2vDqoe1evlUBcvykl0WAABJtdOU67bwj5oZ/klPv/SiFoZ3Kjs7O9llIQYBsAGMGDFC3/93tYyMPnnrbG3f8n6ySwIAICmWhgt1cWijjKQ1W3/UiBEjkl0SEiAANpDWrVvr5x/e0v4HX6g1n9yqtZ/eofLgrmSXBQDAr6LIhHR/aLP+Ht6s+x+fpfdC+WrdunWyy0INCIANyHEcrfnkr/p23SqVFm3WyrfP1c5tnya7LAAAGtXnpkiXhjZqi8r11aYNmjRpkhzHSXZZqAUBsBF07tyZj5IDAOzzEn2UW6dOnZJdFuqBANhI+Cg5AMC+jI9ya9ocw7VLGl15ebm69jpf33/ztALp7SVJiWfGHcmJ/hSzOPE0ulPTumgfNa+L/OBU21iV9bXN4CfaTuIfVVNnTrUfEq2rYf9rqa16v04t62q4f93Dl3hdLQvr+LXXql77W8NCRzU/zKv/nmpqsxt9xC00NbeJa16/P0W1tosck7X+WatcV70mk3A3a6/N1HizXvdL2CTBQlPbOCauu7baEm9jD9fVZ19qWFfjr6qmFbX9bn9Zl3g3TYJl1RdU776GsY3uVj3GOFEXMRtKPLSm+rea6ja19xG3T1X7iB0zU6VNXL8xhfzy4xYFNdbTUrNLN/NpHk0QAfBX9PXXX2vjxo0N1l8wGNT//u//avz48UpJSWmwfm3HuDYexrZxMK6Nh7GtWW5uLp/h24QRAJuw/Px8NWvWTDt3cn2lhsS4Nh7GtnEwro2HscW+ipP1AAAAliEAAgAAWIYACAAAYBkCYBMWCAQ0depUBQKBZJeyT2FcGw9j2zgY18bD2GJfxZtAAAAALMMMIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAmATcuutt2rw4MFKT09X8+bN63WfwsJCXXLJJerYsaPS0tLUs2dPzZgxo3ELbYL2ZGwl6auvvtKIESPUrFkzZWRk6LDDDtOmTZsar9AmZk/HNeLCCy+U4zi69957G7y2pm53xzYYDOqaa65Rnz59lJGRoQ4dOuiss87SDz/80PjFNiF7cswaY3TTTTepffv2SktL07Bhw7R27drGLRTYSwTAJqSsrEynnXaa/vCHP9T7PldeeaVeffVVPfnkk/rqq690xRVX6JJLLtHLL7/ciJU2PXsytuvWrdNRRx2lHj16aMmSJfrss8904403KjU1tRErbVr2ZFwjXnzxRX344Yfq0KFDI1TW9O3u2BYVFWnFihW68cYbtWLFCs2dO1erV6/WiBEjGrnSpmVPjtk77rhD999/v2bMmKGlS5cqIyNDw4cPV0lJSSNWCuwlgyZn1qxZplmzZvVq26tXL3PzzTfHLRs4cKC5/vrrG6Gypm93xvb00083EydObNyC9hG7M67GGPPf//7X7LfffuaLL74wubm55p577mm02pq63R3bWB999JGRZDZu3NiwRe0D6juu4XDYtGvXztx5553RZXl5eSYQCJhnnnmmESsE9g4zgPu4wYMH6+WXX9b3338vY4wWL16sNWvW6Pjjj092aU1aOBzWggULdOCBB2r48OFq06aNBg0apHnz5iW7tCYvHA5r0qRJuvrqq9WrV69kl7NP27lzpxzH2aPT86iwfv16bd68WcOGDYsua9asmQYNGqQPPvggiZUBtSMA7uMeeOAB9ezZUx07dpTf79cJJ5ygf/zjHzr66KOTXVqTtnXrVhUWFupvf/ubTjjhBC1cuFCjRo3S6NGj9dZbbyW7vCbt9ttvl8/n02WXXZbsUvZpJSUluuaaazRhwgRlZ2cnu5wma/PmzZKktm3bxi1v27ZtdB3gRgTAJLv22mvlOE6tX19//fUe9//AAw/oww8/1Msvv6zly5fr7rvv1sUXX6zXX3+9AffCnRpzbMPhsCTp1FNP1f/7f/9P/fv317XXXquTTz55n3+TTWOO6/Lly3Xfffdp9uzZchyngSt3v8b+exARDAY1btw4GWP08MMPN0Dl7vZrjSvQlPiSXYDt/vjHP2rKlCm1tunatese9V1cXKzrrrtOL774ok466SRJUt++fbVy5Urdddddcacs9kWNObatWrWSz+dTz54945YffPDBevfdd/eoz6aiMcf1nXfe0datW9W5c+foslAopD/+8Y+69957tWHDhj3qt6lozLGNiIS/jRs36s0337Ri9q8xx7Vdu3aSpC1btqh9+/bR5Vu2bFH//v33qE/g10AATLLWrVurdevWjdJ3MBhUMBiUxxM/0ev1eqMzWPuyxhxbv9+vww47TKtXr45bvmbNGuXm5jbKNt2iMcd10qRJ1f4xGT58uCZNmqSzzz67UbbpJo05tlJl+Fu7dq0WL16snJycRtuWmzTmuHbp0kXt2rXTG2+8EQ18+fn5Wrp06R69+x34tXAKuAnZtGmTVq5cqU2bNikUCmnlypVauXKlCgsLo2169OihF198UZKUnZ2toUOH6uqrr9aSJUu0fv16zZ49W48//rhGjRqVrN1wpd0dW0m6+uqr9eyzz+rRRx/VN998owcffFDz58/XRRddlIxdcKXdHdecnBz17t077islJUXt2rXTQQcdlKzdcKXdHdtgMKixY8fq448/1lNPPaVQKKTNmzdr8+bNKisrS9ZuuM7ujqvjOLriiit0yy236OWXX9bnn3+us846Sx06dNDIkSOTtBdAPST7bciov8mTJxtJ1b4WL14cbSPJzJo1K3r7xx9/NFOmTDEdOnQwqamp5qCDDjJ33323CYfDv/4OuNiejK0xxjz22GOme/fuJjU11fTr18/Mmzfv1y3c5fZ0XGNxGZjEdnds169fn7B91fvYbk+O2XA4bG688UbTtm1bEwgEzG9/+1uzevXqX794YDc4xhjTuBETAAAAbsIpYAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAoAmbMmWKHMfR/vvv32B9zpw5U47jqE+fPuI68aiPO++8U47j6Jhjjkl2KQDqiQAI7KULLrhAjuPIcRy9+eabu3XfhQsXRu97+eWXN1KF9VdYWKjrrrtOknTTTTfJcZwkV5Qcs2fPjv5e9vTLpjD0hz/8QTk5OXrrrbc0d+7cZJcDoB4IgMBeOuuss6I/P/nkk7t13yeeeKJaP7HhY8OGDQ1SY33df//92rJli3r27KmxY8f+qttG05WZmakrr7xSUsU/DuFwOMkVAagLnwUMNIDu3btr3bp1ys7O1ubNm5WWllbnfXbt2qW2bdtq165d6tWrl7744gtJFQHw7LPPliStX7++1tO7U6ZM0Zw5c5Sbm7vXYbG4uFidOnXStm3b9Oijj+q8887bq/6asry8PP33v/9NuG7ZsmU655xzJFXMfF100UUJ22VkZKhLly6NVqPb7Ny5U+3atVNJSYleeOEFjR49OtklAaiFL9kFAPuCSZMmadq0acrPz9dLL72k8ePH13mfuXPnateuXdH7J9uTTz6pbdu2KRAIWD/717x5czVv3jzhup9//jn6c5s2bdS7d+9fqSp3a9asmU488UTNnTtX999/PwEQcDlOAQMNYNKkSdHXy9X3NHDk9K/H49HEiRMbrbb6euyxxyRJJ510Uo3hB6jNmWeeKUl66623tG7duiRXA6A2BECgAXTt2lVHHnmkJOm1117T1q1ba23/ww8/6I033pAkHXvssdpvv/20ZMkSOY4TPf0rSV26dKn25oIlS5bU2G9eXp5uuukm9erVSxkZGWrevLmOPvpoPfXUU7XWs3HjRi1dulSSNGbMmBrbRWqM1GGM0WOPPaajjjpKOTk5ys7O1uGHHx732kZJKisr04wZM3TEEUeoZcuWysrK0pFHHqnnnnuu1rp27NihWbNmaeLEierZs6cyMzPl9/vVrl07DR8+XI888ojKysoS3nfbtm3q0KGDHMdRx44dtWPHjhq3M3r0aDmOI4/HE/297I3IGE2bNk2S9Oabb+q0005Tp06dlJKSUu20/hdffKFbbrlFw4cPV8eOHRUIBJSZmakDDjhAkydP1ocffljr9qZNmxbdpiSVlJTozjvv1MCBA5WVlaWsrCwdfvjhevDBB1VeXl5rX2+++aYmTJigLl26KC0tTenp6crNzdURRxyhq666qtY3Op100klKTU2VJD3zzDN1jBKApDIAGsQjjzxiJBlJ5r777qu17Z133hlt+/jjjxtjjFm8eHF0WW1fixcvjvYzefJkI8nk5uaar7/+2uy///413u/iiy+usZ7Zs2dH261bt67GdrE1Lly40Jxyyik1bu+yyy4zxhizfft2c/TRR9fY7tZbb61xe7m5uXWOx4ABA8yPP/6Y8P6vvfaacRzHSDKnnXZawjb/+te/on1deeWVNdaSaAymTp2asE3s+uuuu65azbm5uQn7q+3r2muvrbGmqVOnRttt3rzZ9O/fv8Z+TjnlFBMKhRL2c8UVV9RZR05OTq3jc8QRRxhJZvDgwXWOJYDkIQACDSQvL8+kpqYaSebQQw+ttW3fvn2NJJOZmWkKCwuNMcYUFhaazz//3Nxyyy3RJ9vXXnvNfP7553FfkfbGVAbA1q1bmwMOOMBkZWWZG264wSxZssR8/PHH5tFHHzUdO3aM9vfqq68mrOfcc8+t15N7bFgZNGiQkWTOPPNMs2DBArN8+XLzzDPPmIMOOijaZtGiRWbEiBHG5/OZP/zhD2bhwoVm+fLl5rHHHjMdOnQwkozX6zVffPFFwu117NjRDBo0yEyfPt288sorZtmyZea9994zTz75pDnhhBOi2xk6dGiNNV9++eXRdrNnz45bt3btWpOZmWkkmb59+5qSkpJa97/qGNQVAPv06RP9PnPmTPPRRx+Zt956K+4fhEWLFpmMjAwzbtw4M2PGDLNkyRKzYsUK8+qrr5q77747LgTPnDkz4fZiA+DgwYON3+83l112mVm0aJFZvny5efrpp83BBx8cbTNjxoxqfcyfPz+6vm/fvubhhx82S5YsMZ988olZvHixefDBB83IkSNNhw4dah2fyy67zEgyPp/PFBcX1zmeAJKDAAg0oHHjxkWfRL/++uuEbT799NNom7POOqva+lmzZkXXr1+/vtbtRQKgJNOsWbOEQWrt2rXRYDpixIiE/UTCwW9/+9tat1d1turee++t1ubHH380WVlZ0WDqOI558cUXq7X79NNPjcfjiZstrGrNmjW11jNz5sxoLa+//nrCNsXFxaZ3795GksnKyjLffvutMcaYYDAYDbGpqanm888/r3VbEbsTACNjWluw/Omnn8yOHTtqXF9aWmqOO+646MxheXl5tTaxATAlJSVuljhi27Ztpm3bttGAV9WkSZOi2ygoKKixnm3bttW4zhhj5syZE63lww8/rLUtgOThNYBAA4q9JmDV18ElWh7bfm9Nnz5dvXr1qra8e/fuGjlypCTp3XffTXjfyCVP2rRpU+/tDRo0KOHFq9u1a6dRo0ZJkn766SeNGzcuuv1Yffv21VFHHSVJeueddxJu44ADDqi1hrPPPlv9+/eXJM2bNy9hm9TUVD311FMKBAIqKCjQxIkTFQqFdPPNN0df9/i3v/2tUd7N6/F49K9//UuBQKDGNq1atar1TTd+v1933nmnpIrXaq5cubLWbV566aUJL0LdsmXL6OtLP//8c+3cuTNu/ebNmyVJAwcOVGZmZo39t2zZstbtxx5D3377ba1tASQPARBoQMOHD1fbtm0lSU899VS1j1ILh8N6+umnJUkdO3bU//zP/zTIdh3H0RlnnFHj+kMOOUSStH37duXl5cWtKy0tVUFBgSSpRYsW9d5mbZe66dev3261q09QMMZo8+bNWrNmjb744ovo13777SdJ+vTTT2u8b9++fXXbbbdJkt5//32dccYZ+utf/ypJOv7443XZZZfVuf09ceSRR+72x/SVlpZq06ZNWrVqVXQfY4+j2vZTqnwnbiKR48AYo/Xr18eta9++vSTp7bff3qt38MYGxEioBOA+BECgAfl8vmgQ27BhQ7UZtzfeeEM//PCDpIonao+nYR6CrVq1Uk5OTo3rY5+UI2EvYvv27dGfdycAHnjggTWui53Rqk+7qjXFWrBggU4++WQ1a9ZM7du310EHHaQ+ffpEvxYsWCAp/vp8iVxxxRUaNmyYJOm5555TKBRSTk6OZs2a1Wgfede3b996tdu1a5duu+029evXTxkZGcrNzVWvXr2i+zhgwIBo27r2s0ePHjWuq+04iMxGb9u2Tb1799b48eM1a9YsffPNN/Xah4jYYyhynUsA7kMABBpYbaeBG+v0b3p6eq3rY4NmKBSKWxe5bIdU8WkgDbHN2O3Vp12ijw4zxui8887TySefrAULFtQaEqW6a3ccR4888khc2Lv//vvVoUOHWu+3N+oTqDds2KA+ffrouuuu02effVbt91NVXftZ399L1e389re/1YMPPqi0tDSVlJTo2Wef1TnnnKMDDjhAHTt21IUXXljn7GPV+lJSUupsDyA5CIBAA+vfv7/69OkjSfr3v/+t0tJSSRWzIXPnzpVUcSquZ8+eSasxVvPmzeXzVXwoUOxsYLLNnDkzenHq/v37a/bs2frqq6+Un5+v8vJymYo3sUU/RaXq6fZEHnjggbh2CxcubJzif+H1eutsM2nSJK1fv16O4+icc87RwoUL9d1336mkpEThcFjGmLiwVp/93FMXX3yxNmzYoHvuuUcnnniimjVrJkn6/vvv9c9//lMDBgzQDTfcUGsfsccQFxQH3IsACDSCyOxeXl6e5s+fL0l68cUXo6fEGnL2b285jqNWrVpJUq0XS/61Pfroo5Iq3sTy/vvva/LkyerRo4eysrLiglV9Q+sbb7yhe++9V5KUnZ0tSZozZ45eeOGFhi18N3z99dfRlwlcd911euyxx3TcccdFLwYdma38NYN5mzZtdMUVV2jBggXavn27li9frhtuuEHNmzeXMUa33nqrXnrppRrvH3sMde7c+dcoGcAeIAACjeDMM8+MhpTIR8NFTv+mpKRowoQJNd63sV6PVpvIjOWaNWt+9W3X5Msvv5QkjRgxQmlpaQnbGGO0YsWKOvvasWOHJk+eLGOM2rdvr5UrV6pLly6SpPPPPz/6usxfW2QfJen000+vsd3HH3/8a5RTjcfj0cCBAzV9+vS4T0ip7RNcYo+hRO9KB+AOBECgEbRv3z76hoP/+7//0xdffBF9Aj3hhBPUunXrGu8b+5q8yOnjxjZkyBBJ0urVq+t8rd2vJfKRZbW9keCll17Sjz/+WGdfF154ob7//ns5jqNZs2apS5cueuKJJ+T1erV9+3ZNmTKlUU+t1iT2Y9lq288ZM2b8GuXUauDAgdHXNNb2RpRly5ZJqngMMAMIuBcBEGgkkdO8wWBQ48ePj76Oq67Tv5HLcUjaq8tx7I5IAAyHw0mbbaoqcg3A+fPnJzwFum7dOl188cV19vP4449HZ6wuueQSDR8+XFLFJVr+/Oc/S5IWLVqk+++/v6FKr7fY6xzOnj07YZuHH3641lOuDeXZZ5+t9Q0mH3/8cfT0bmT2NJGPPvpIknTcccc1bIEAGhQBEGgko0aNUlZWlqTKU30tWrTQKaecUuv9BgwYEJ0FvPHGG7Vo0SKtWbNG33zzjb755pvdeqdufQ0ePDg6Kxl7qi+ZIkH5hx9+0G9+8xvNnDlTH330kd5++21NmzZNhxxyiLZv366BAwfW2MeGDRt06aWXSpJ69uypO+64I2791KlTddhhh0mSrr32Wq1ataqR9iaxAQMGRC9A/c9//lOnn366XnnlFS1fvlwvvfSSTjvtNF100UU68sgjG72Wa665Rh06dNCUKVM0c+ZMvfvuu/rkk0/0+uuva9q0adHg7PV6dd555yXsY+3atfruu+8kKXoxcADu5Et2AcC+Ki0tTWPHjtWsWbOiy8aNG1frp0JIUlZWli677DLdcccdWrFihY4//vi49YsXL074SQ97w+/366yzztLdd9+tZ555RrfcckuD9r8nLr/8ci1atEgLFy7UmjVrdO6558atT0tL0+OPP64FCxYkfB1gOBzWpEmTlJ+fL7/fr6eeeiru9LpUcd3GJ598UgMGDFBRUZHOPPNMLV26VH6/v1H3LcJxHD3xxBM69thjtWPHDj333HPVXl/Xp08f/fvf/27Uy9VE5OXlac6cOZozZ07C9YFAQDNmzNChhx6acH3kIuctW7bUiSee2Gh1Ath7zAACjWjy5Mlxt+v77t+//e1vevTRRzVkyBC1bNmyXpcT2Vu///3vJVV8KseHH37Y6NurS0pKihYsWKD7779fhx56qNLT05WWlqbu3bvrwgsv1IoVK3TaaafVeP+//e1v0XfYTp8+PfqRcVUdeOCBuueeeyRJK1eurPMyJw2tf//+WrlypS688ELl5uYqJSVFLVu21OGHH6677rpLH330UdzLAhrL4sWLdd9992nMmDHq06ePWrduLZ/Pp+zsbA0YMEBXXXWVVq1apSlTptTYRyQAnnvuub9aiAawZxyTjFc+A3ClE088Uf/5z3903nnnRS/DAtTHu+++qyFDhsjv92vt2rW8AQRwOWYAAUTddttt8ng8evzxx6Ov5QLqY/r06ZKkc845h/AHNAEEQABR/fr10xlnnKGysjLddtttyS4HTcTSpUu1cOFCZWVlaerUqckuB0A98CYQAHH++te/qlu3bkpNTZUxJikXpkbTsm3bNk2dOlUDBw5Uu3btkl0OgHrgNYAAAACW4RQwAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACW+f8d8P0FzvkGoQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Gm, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Ioff, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(lin.5), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(lin), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(maxTrans), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Gm, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for SS, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for file in [\"extract/autoPMOS.csv\",\"extract/autoNMOS.csv\"]:\n",
    "    for para in ['Ion','Ioff','OOR','Vth(lin.5)','Vth(lin)','Vth(maxTrans)','Gm','SS']:\n",
    "        from wuniform import wuniform\n",
    "        wuniform.drawMap(\n",
    "            dataFile=file,\n",
    "            mapConf='extract/MapForStarProbe.alib.conf',\n",
    "            valueName=para)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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